Overview
Brought to you by YData
Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.5 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 12 |
|---|
avg_basket_size is highly overall correlated with gross_revenue and 1 other fields | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
avg_ticket is highly overall correlated with avg_unique_basket_size | High correlation |
avg_unique_basket_size is highly overall correlated with avg_ticket and 1 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
gross_revenue is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
qtd_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qtd_items is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
qtd_products is highly overall correlated with avg_unique_basket_size and 3 other fields | High correlation |
recency_days is highly overall correlated with qtd_invoices | High correlation |
avg_ticket is highly skewed (γ1 = 53.44422359) | Skewed |
qtd_returns is highly skewed (γ1 = 51.79774426) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67271661) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qtd_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-08 00:23:06.430456 |
|---|---|
| Analysis finished | 2025-03-08 00:23:35.916715 |
| Duration | 29.49 seconds |
| Software version | ydata-profiling vv4.13.0 |
| Download configuration | config.json |
Variables
customer_id
Real number (ℝ)
Unique 
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.773 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.9903 |
|---|---|
| Coefficient of variation (CV) | 0.11256734 |
| Kurtosis | -1.2060947 |
| Mean | 15270.773 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.031607859 |
| Sum | 45338925 |
| Variance | 2954927.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12558 | 1 | < 0.1% |
| 17850 | 1 | < 0.1% |
| 13047 | 1 | < 0.1% |
| 12583 | 1 | < 0.1% |
| 13748 | 1 | < 0.1% |
| 15100 | 1 | < 0.1% |
| 15291 | 1 | < 0.1% |
| 14688 | 1 | < 0.1% |
| 17809 | 1 | < 0.1% |
| 16956 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
High correlation 
| Distinct | 2954 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.3217 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.623 |
|---|---|
| Coefficient of variation (CV) | 3.8484486 |
| Kurtosis | 353.94472 |
| Mean | 2749.3217 |
| Median Absolute Deviation (MAD) | 672.16 |
| Skewness | 16.777556 |
| Sum | 8162736.2 |
| Variance | 1.1194959 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 533.33 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| Other values (2944) | 2949 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
recency_days
Real number (ℝ)
High correlation  Zeros 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.287639 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.756779 |
|---|---|
| Coefficient of variation (CV) | 1.2095137 |
| Kurtosis | 2.7779627 |
| Mean | 64.287639 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7983795 |
| Sum | 190870 |
| Variance | 6046.1167 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.9% |
| 2 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
qtd_invoices
Real number (ℝ)
High correlation 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7231391 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8565313 |
|---|---|
| Coefficient of variation (CV) | 1.5474954 |
| Kurtosis | 190.83445 |
| Mean | 5.7231391 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.766805 |
| Sum | 16992 |
| Variance | 78.438147 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
qtd_items
Real number (ℝ)
High correlation 
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1608.8525 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.4 |
| Q1 | 296 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1105 |
Descriptive statistics
| Standard deviation | 5887.578 |
|---|---|
| Coefficient of variation (CV) | 3.6594891 |
| Kurtosis | 465.99808 |
| Mean | 1608.8525 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.858591 |
| Sum | 4776683 |
| Variance | 34663575 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 150 | 9 | 0.3% |
| 88 | 9 | 0.3% |
| 84 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 114 | 7 | 0.2% |
| 134 | 7 | 0.2% |
| Other values (1661) | 2886 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 |
qtd_products
Real number (ℝ)
High correlation 
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.72415 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.89641 |
|---|---|
| Coefficient of variation (CV) | 2.1992119 |
| Kurtosis | 354.86113 |
| Mean | 122.72415 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.707635 |
| Sum | 364368 |
| Variance | 72844.071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 37 | 1.2% |
| 29 | 35 | 1.2% |
| 35 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 30 | 1.0% |
| Other values (458) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
avg_ticket
Real number (ℝ)
High correlation  Skewed 
| Distinct | 2000 |
|---|---|
| Distinct (%) | 67.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.897713 |
| Minimum | 2.15 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 2.15 |
|---|---|
| 5-th percentile | 4.918 |
| Q1 | 13.12 |
| median | 17.96 |
| Q3 | 24.99 |
| 95-th percentile | 90.498 |
| Maximum | 56157.5 |
| Range | 56155.35 |
| Interquartile range (IQR) | 11.87 |
Descriptive statistics
| Standard deviation | 1036.9344 |
|---|---|
| Coefficient of variation (CV) | 19.980349 |
| Kurtosis | 2890.7071 |
| Mean | 51.897713 |
| Median Absolute Deviation (MAD) | 5.98 |
| Skewness | 53.444224 |
| Sum | 154084.31 |
| Variance | 1075233 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.49 | 7 | 0.2% |
| 17.66 | 6 | 0.2% |
| 16.39 | 6 | 0.2% |
| 16.82 | 6 | 0.2% |
| 16.92 | 6 | 0.2% |
| 19.06 | 6 | 0.2% |
| 20.75 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 18.38 | 5 | 0.2% |
| 17.71 | 5 | 0.2% |
| Other values (1990) | 2912 |
| Value | Count | Frequency (%) |
| 2.15 | 1 | |
| 2.43 | 1 | |
| 2.46 | 1 | |
| 2.51 | 1 | |
| 2.52 | 1 | |
| 2.65 | 1 | |
| 2.66 | 1 | |
| 2.71 | 1 | |
| 2.76 | 1 | |
| 2.77 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.99 | 1 | |
| 872.13 | 1 | |
| 841.02 | 1 | |
| 651.17 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
avg_recency_days
Real number (ℝ)
High correlation 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -67.348511 |
| Minimum | -366 |
|---|---|
| Maximum | -1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2969 |
| Negative (%) | 100.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | -366 |
|---|---|
| 5-th percentile | -201 |
| Q1 | -85.333333 |
| median | -48.285714 |
| Q3 | -25.923077 |
| 95-th percentile | -8 |
| Maximum | -1 |
| Range | 365 |
| Interquartile range (IQR) | 59.410256 |
Descriptive statistics
| Standard deviation | 63.544929 |
|---|---|
| Coefficient of variation (CV) | -0.94352388 |
| Kurtosis | 4.8871091 |
| Mean | -67.348511 |
| Median Absolute Deviation (MAD) | 26.285714 |
| Skewness | -2.0627709 |
| Sum | -199957.73 |
| Variance | 4037.958 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -14 | 25 | 0.8% |
| -4 | 22 | 0.7% |
| -70 | 21 | 0.7% |
| -7 | 20 | 0.7% |
| -35 | 19 | 0.6% |
| -49 | 18 | 0.6% |
| -21 | 17 | 0.6% |
| -46 | 17 | 0.6% |
| -11 | 17 | 0.6% |
| -42 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| -366 | 1 | < 0.1% |
| -365 | 1 | < 0.1% |
| -363 | 1 | < 0.1% |
| -362 | 1 | < 0.1% |
| -357 | 2 | |
| -356 | 1 | < 0.1% |
| -355 | 2 | |
| -352 | 1 | < 0.1% |
| -351 | 2 | |
| -350 | 3 |
| Value | Count | Frequency (%) |
| -1 | 16 | |
| -1.5 | 1 | < 0.1% |
| -2 | 13 | |
| -2.5 | 1 | < 0.1% |
| -2.601398601 | 1 | < 0.1% |
| -3 | 15 | |
| -3.321428571 | 1 | < 0.1% |
| -3.330357143 | 1 | < 0.1% |
| -3.5 | 2 | 0.1% |
| -4 | 22 |
frequency
Real number (ℝ)
High correlation 
| Distinct | 1350 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.063278078 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0094339623 |
| Q1 | 0.017777778 |
| median | 0.029411765 |
| Q3 | 0.055401662 |
| 95-th percentile | 0.22222222 |
| Maximum | 3 |
| Range | 2.9945504 |
| Interquartile range (IQR) | 0.037623884 |
Descriptive statistics
| Standard deviation | 0.13448206 |
|---|---|
| Coefficient of variation (CV) | 2.1252552 |
| Kurtosis | 121.55755 |
| Mean | 0.063278078 |
| Median Absolute Deviation (MAD) | 0.014338235 |
| Skewness | 8.7732594 |
| Sum | 187.87261 |
| Variance | 0.018085426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3333333333 | 21 | 0.7% |
| 0.1666666667 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.4 | 16 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1340) | 2794 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6514745308 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
qtd_returns
Real number (ℝ)
Skewed  Zeros 
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.156955 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.4961 |
|---|---|
| Coefficient of variation (CV) | 24.333498 |
| Kurtosis | 2765.5286 |
| Mean | 62.156955 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.797744 |
| Sum | 184544 |
| Variance | 2287644.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 8 | 43 | 1.4% |
| 7 | 43 | 1.4% |
| Other values (204) | 706 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
avg_basket_size
Real number (ℝ)
High correlation  Skewed 
| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.81376 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172.33333 |
| Q3 | 281.69231 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.44231 |
Descriptive statistics
| Standard deviation | 791.55519 |
|---|---|
| Coefficient of variation (CV) | 3.1685812 |
| Kurtosis | 2255.5382 |
| Mean | 249.81376 |
| Median Absolute Deviation (MAD) | 83.083333 |
| Skewness | 44.672717 |
| Sum | 741697.07 |
| Variance | 626559.62 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 82 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 130 | 7 | 0.2% |
| Other values (1969) | 2882 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
avg_unique_basket_size
Real number (ℝ)
High correlation 
| Distinct | 1005 |
|---|---|
| Distinct (%) | 33.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.154708 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.3454545 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.94 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.512322 |
|---|---|
| Coefficient of variation (CV) | 0.88073027 |
| Kurtosis | 27.703297 |
| Mean | 22.154708 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.4994559 |
| Sum | 65777.329 |
| Variance | 380.73071 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 53 | 1.8% |
| 14 | 39 | 1.3% |
| 11 | 38 | 1.3% |
| 9 | 33 | 1.1% |
| 20 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 17 | 31 | 1.0% |
| 18 | 30 | 1.0% |
| 10 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| Other values (995) | 2621 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
Interactions
Correlations
| avg_basket_size | avg_recency_days | avg_ticket | avg_unique_basket_size | customer_id | frequency | gross_revenue | qtd_invoices | qtd_items | qtd_products | qtd_returns | recency_days | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_basket_size | 1.000 | 0.077 | 0.188 | 0.447 | -0.123 | 0.057 | 0.574 | 0.100 | 0.729 | 0.383 | 0.210 | -0.098 |
| avg_recency_days | 0.077 | 1.000 | 0.122 | -0.048 | -0.019 | 0.962 | 0.247 | 0.259 | 0.227 | 0.166 | 0.396 | -0.108 |
| avg_ticket | 0.188 | 0.122 | 1.000 | -0.611 | -0.131 | 0.098 | 0.246 | 0.059 | 0.167 | -0.377 | 0.190 | 0.048 |
| avg_unique_basket_size | 0.447 | -0.048 | -0.611 | 1.000 | -0.007 | -0.042 | 0.291 | 0.025 | 0.320 | 0.699 | 0.019 | -0.106 |
| customer_id | -0.123 | -0.019 | -0.131 | -0.007 | 1.000 | -0.008 | -0.076 | 0.026 | -0.070 | 0.013 | -0.063 | 0.001 |
| frequency | 0.057 | 0.962 | 0.098 | -0.042 | -0.008 | 1.000 | 0.161 | 0.149 | 0.145 | 0.101 | 0.359 | -0.031 |
| gross_revenue | 0.574 | 0.247 | 0.246 | 0.291 | -0.076 | 0.161 | 1.000 | 0.770 | 0.925 | 0.744 | 0.372 | -0.415 |
| qtd_invoices | 0.100 | 0.259 | 0.059 | 0.025 | 0.026 | 0.149 | 0.770 | 1.000 | 0.716 | 0.690 | 0.294 | -0.502 |
| qtd_items | 0.729 | 0.227 | 0.167 | 0.320 | -0.070 | 0.145 | 0.925 | 0.716 | 1.000 | 0.730 | 0.344 | -0.408 |
| qtd_products | 0.383 | 0.166 | -0.377 | 0.699 | 0.013 | 0.101 | 0.744 | 0.690 | 0.730 | 1.000 | 0.242 | -0.435 |
| qtd_returns | 0.210 | 0.396 | 0.190 | 0.019 | -0.063 | 0.359 | 0.372 | 0.294 | 0.344 | 0.242 | 1.000 | -0.120 |
| recency_days | -0.098 | -0.108 | 0.048 | -0.106 | 0.001 | -0.031 | -0.415 | -0.502 | -0.408 | -0.435 | -0.120 | 1.000 |
Missing values
Sample
| customer_id | gross_revenue | recency_days | qtd_invoices | qtd_items | qtd_products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.15 | -35.500000 | 0.486111 | 40.0 | 50.970588 | 8.735294 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.90 | -27.250000 | 0.048780 | 35.0 | 154.444444 | 19.000000 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.90 | -23.187500 | 0.045699 | 50.0 | 335.200000 | 15.466667 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.87 | -92.666667 | 0.017921 | 0.0 | 87.800000 | 5.600000 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.00 | -8.600000 | 0.136364 | 22.0 | 26.666667 | 1.000000 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.33 | -23.200000 | 0.054441 | 29.0 | 150.142857 | 7.285714 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.22 | -18.300000 | 0.073569 | 399.0 | 172.428571 | 15.571429 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.72 | -35.700000 | 0.039106 | 41.0 | 171.416667 | 5.083333 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.54 | -4.144444 | 0.315508 | 474.0 | 419.714286 | 26.142857 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.93 | -47.666667 | 0.024390 | 0.0 | 87.571429 | 9.571429 |
| customer_id | gross_revenue | recency_days | qtd_invoices | qtd_items | qtd_products | avg_ticket | avg_recency_days | frequency | qtd_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5627 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.06 | -6.0 | 0.285714 | 6.0 | 645.000000 | 66.0 |
| 5637 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.71 | -12.0 | 0.153846 | 0.0 | 101.500000 | 18.0 |
| 5638 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.40 | -4.0 | 0.400000 | 0.0 | 58.000000 | 2.5 |
| 5649 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.20 | -7.0 | 0.250000 | 0.0 | 203.000000 | 83.0 |
| 5655 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.96 | -2.0 | 0.666667 | 0.0 | 399.500000 | 36.5 |
| 5659 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.77 | -4.0 | 0.333333 | 34.0 | 382.000000 | 30.0 |
| 5680 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.08 | -3.0 | 1.000000 | 50.0 | 169.333333 | 5.0 |
| 5686 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.51 | -4.5 | 0.300000 | 0.0 | 244.333333 | 145.0 |
| 5696 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.52 | -1.0 | 2.000000 | 0.0 | 65.500000 | 30.0 |
| 5715 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.54 | -6.0 | 0.285714 | 196.0 | 196.000000 | 11.0 |